Urken told Jim that a lot of investors had given up on the name, but when Whole Foods reported earnings, it showed that growth had resumed, margins were solid and comps were doing really well. "Walter Robb is one of the great CEOs of the era," Cramer added.

Robb told Cramer, during Tuesday's television interview, that he believes Whole Foods can open 1,000 stores. Although currently there are only 350 stores, Cramer believes the company can do more than Robb's estimate, "I think they can put up 1,200," he said.

Cramer continued by saying there's a lot of room for expansion and that cost cutting along with supply chain management is making the company very attractive for long-term growth.

Along with the two-for-one split at the end of May, Cramer says that all of these catalysts have poised the stock for another big move to the upside. Urken added that Whole Foods isn't even available in a lot states yet and that there's a lot of growth ahead. They also have "really great execution by management," she concluded.

To sign up for Jim Cramer's free Booyah! newsletter, with all of his latest articles and videos, please click here.

-- Written by Bret Kenwell in New York.

Bret Kenwell currently writes, blogs and also contributes to Rocco Pendola's Weekly Options Newsletter. Focuses on short- to intermediate-term trading opportunities that can be exposed via options. He prefers to use debit trades on momentum setups and credit trades on support/resistance setups. He also focuses on building long-term wealth by searching for consistent, quality dividend paying companies and long-term growth companies. He considers himself the surfer, not the wave, in relation to the market and himself. He has no allegiance to either the bull side or the bear side.